Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: RBP4

Gene summary for RBP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBP4

Gene ID

5950

Gene nameretinol binding protein 4
Gene AliasMCOPCB10
Cytomap10q23.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P02753


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
5950RBP4P31T-EHumanEsophagusESCC2.85e-732.47e+000.1251
5950RBP4P49T-EHumanEsophagusESCC7.48e-031.29e+000.1768
5950RBP4P75T-EHumanEsophagusESCC1.66e-021.26e-010.1125
5950RBP4P76T-EHumanEsophagusESCC2.06e-083.48e-010.1207
5950RBP4P79T-EHumanEsophagusESCC3.97e-041.65e-010.1154
5950RBP4P82T-EHumanEsophagusESCC9.44e-056.17e-010.1072
5950RBP4P130T-EHumanEsophagusESCC2.02e-065.20e-010.1676
5950RBP4NAFLD1HumanLiverNAFLD2.72e-04-3.48e-01-0.04
5950RBP4S42HumanLiverHCC1.67e-159.54e-01-0.0103
5950RBP4S43HumanLiverCirrhotic8.62e-264.30e-01-0.0187
5950RBP4S44HumanLiverHCC2.39e-077.29e-01-0.0083
5950RBP4HCC1_MengHumanLiverHCC4.16e-154.06e-010.0246
5950RBP4HCC2_MengHumanLiverHCC1.55e-69-1.26e+000.0107
5950RBP4cirrhotic1HumanLiverCirrhotic5.91e-032.30e-010.0202
5950RBP4cirrhotic2HumanLiverCirrhotic9.50e-032.28e-010.0201
5950RBP4cirrhotic3HumanLiverCirrhotic3.29e-04-5.07e-010.0215
5950RBP4p6HumanLiverCyst1.60e-12-1.26e+00-0.0218
5950RBP4HCC1HumanLiverHCC6.00e-347.74e+000.5336
5950RBP4HCC2HumanLiverHCC2.28e-316.67e+000.5341
5950RBP4HCC5HumanLiverHCC5.90e-034.18e+000.4932
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000600611LiverCirrhoticglucose metabolic process82/4634196/187231.01e-072.93e-0682
GO:009730512LiverCirrhoticresponse to alcohol96/4634253/187231.97e-063.65e-0596
GO:00463641LiverCirrhoticmonosaccharide biosynthetic process37/463482/187234.52e-055.30e-0437
GO:001087611LiverCirrhoticlipid localization147/4634448/187236.24e-057.12e-04147
GO:00160511LiverCirrhoticcarbohydrate biosynthetic process73/4634202/187231.91e-041.77e-0373
GO:00303242LiverCirrhoticlung development65/4634177/187232.49e-042.25e-0365
GO:00067202LiverCirrhoticisoprenoid metabolic process46/4634116/187232.71e-042.41e-0346
GO:00303232LiverCirrhoticrespiratory tube development66/4634181/187232.82e-042.49e-0366
GO:000686911LiverCirrhoticlipid transport128/4634398/187234.54e-043.69e-03128
GO:00193191LiverCirrhotichexose biosynthetic process33/463478/187234.94e-043.96e-0333
GO:00060941LiverCirrhoticgluconeogenesis32/463475/187235.00e-043.98e-0332
GO:004259312LiverCirrhoticglucose homeostasis86/4634258/187231.12e-037.73e-0386
GO:00067212LiverCirrhoticterpenoid metabolic process38/463497/187231.16e-037.89e-0338
GO:003350012LiverCirrhoticcarbohydrate homeostasis86/4634259/187231.28e-038.61e-0386
GO:00614585LiverCirrhoticreproductive system development132/4634427/187232.07e-031.28e-02132
GO:00486085LiverCirrhoticreproductive structure development131/4634424/187232.19e-031.34e-02131
GO:004244511LiverCirrhotichormone metabolic process73/4634218/187232.22e-031.36e-0273
GO:00454711LiverCirrhoticresponse to ethanol48/4634137/187234.45e-032.35e-0248
GO:00605411LiverCirrhoticrespiratory system development67/4634203/187234.81e-032.52e-0267
GO:00343085LiverCirrhoticprimary alcohol metabolic process37/4634102/187236.17e-033.07e-0237
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
RBP4SNVMissense_Mutationrs766365350c.467N>Tp.Ser156Phep.S156FP02753protein_codingdeleterious(0)probably_damaging(0.969)TCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RBP4insertionFrame_Shift_Insnovelc.284_285insTATCAGGATTTCATTTGGAGGGCGAAAAAGTACTGCCAp.Thr96IlefsTer24p.T96Ifs*24P02753protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
RBP4SNVMissense_Mutationrs747468011c.416G>Ap.Arg139Hisp.R139HP02753protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RBP4SNVMissense_Mutationc.265N>Ap.Ala89Thrp.A89TP02753protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-2675-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RBP4SNVMissense_Mutationc.265N>Ap.Ala89Thrp.A89TP02753protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RBP4SNVMissense_Mutationc.71N>Cp.Val24Alap.V24AP02753protein_codingdeleterious(0)probably_damaging(0.998)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
RBP4SNVMissense_Mutationrs189196082c.487C>Tp.Pro163Serp.P163SP02753protein_codingtolerated(0.53)benign(0.001)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RBP4SNVMissense_Mutationnovelc.599T>Cp.Leu200Prop.L200PP02753protein_codingdeleterious_low_confidence(0.04)benign(0.135)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RBP4SNVMissense_Mutationc.323A>Gp.Tyr108Cysp.Y108CP02753protein_codingdeleterious(0)probably_damaging(1)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RBP4SNVMissense_Mutationnovelc.151G>Ap.Glu51Lysp.E51KP02753protein_codingdeleterious(0.03)possibly_damaging(0.766)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
5950RBP4DRUGGABLE GENOMEUS8853215, 3
5950RBP4DRUGGABLE GENOMEUS8586571, 36
5950RBP4DRUGGABLE GENOMEFENRETINIDEFENRETINIDE16034410
5950RBP4DRUGGABLE GENOMEUS9434727, 120
5950RBP4DRUGGABLE GENOMEFENRETINIDEFENRETINIDE21591606
5950RBP4DRUGGABLE GENOMEA1-10436
5950RBP4DRUGGABLE GENOMEUS9434727, 63
5950RBP4DRUGGABLE GENOMEUS9434727, 40
5950RBP4DRUGGABLE GENOMEUS8586571, 12
5950RBP4DRUGGABLE GENOMEA1-10438
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